Overview
Brought to you by YData
Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 80000 |
| Missing cells | 166555 |
| Missing cells (%) | 8.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 15.3 MiB |
| Average record size in memory | 200.0 B |
Variable types
| Text | 1 |
|---|---|
| DateTime | 3 |
| Categorical | 2 |
| Numeric | 19 |
Currency has constant value "USD" | Constant |
Fiscal Period has constant value "FY" | Constant |
Cost of Revenue is highly overall correlated with Depreciation & Amortization and 15 other fields | High correlation |
Depreciation & Amortization is highly overall correlated with Cost of Revenue and 10 other fields | High correlation |
Gross Profit is highly overall correlated with Cost of Revenue and 15 other fields | High correlation |
Income (Loss) from Continuing Operations is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Income Tax (Expense) Benefit, Net is highly overall correlated with Cost of Revenue and 9 other fields | High correlation |
Interest Expense, Net is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Net Income is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Net Income (Common) is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Non-Operating Income (Loss) is highly overall correlated with Depreciation & Amortization and 2 other fields | High correlation |
Operating Expenses is highly overall correlated with Cost of Revenue and 9 other fields | High correlation |
Operating Income (Loss) is highly overall correlated with Cost of Revenue and 11 other fields | High correlation |
Pretax Income (Loss) is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Pretax Income (Loss), Adj. is highly overall correlated with Cost of Revenue and 8 other fields | High correlation |
Research & Development is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Revenue is highly overall correlated with Cost of Revenue and 16 other fields | High correlation |
Selling, General & Administrative is highly overall correlated with Cost of Revenue and 9 other fields | High correlation |
Shares (Basic) is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Shares (Diluted) is highly overall correlated with Cost of Revenue and 7 other fields | High correlation |
Shares (Diluted) has 1309 (1.6%) missing values | Missing |
Revenue has 8251 (10.3%) missing values | Missing |
Cost of Revenue has 17252 (21.6%) missing values | Missing |
Gross Profit has 17237 (21.5%) missing values | Missing |
Selling, General & Administrative has 4348 (5.4%) missing values | Missing |
Research & Development has 42557 (53.2%) missing values | Missing |
Depreciation & Amortization has 47663 (59.6%) missing values | Missing |
Non-Operating Income (Loss) has 1166 (1.5%) missing values | Missing |
Interest Expense, Net has 10005 (12.5%) missing values | Missing |
Income Tax (Expense) Benefit, Net has 15834 (19.8%) missing values | Missing |
Shares (Basic) is highly skewed (γ1 = 75.37405882) | Skewed |
Shares (Diluted) is highly skewed (γ1 = 81.24753918) | Skewed |
Revenue is highly skewed (γ1 = 100.6631293) | Skewed |
Cost of Revenue is highly skewed (γ1 = -104.9899306) | Skewed |
Gross Profit is highly skewed (γ1 = 76.60550478) | Skewed |
Operating Expenses is highly skewed (γ1 = -83.18410982) | Skewed |
Selling, General & Administrative is highly skewed (γ1 = -130.1201707) | Skewed |
Research & Development is highly skewed (γ1 = -86.43377693) | Skewed |
Depreciation & Amortization is highly skewed (γ1 = -69.26291487) | Skewed |
Operating Income (Loss) is highly skewed (γ1 = 55.58379665) | Skewed |
Non-Operating Income (Loss) is highly skewed (γ1 = -71.58231169) | Skewed |
Interest Expense, Net is highly skewed (γ1 = -110.6886051) | Skewed |
Pretax Income (Loss), Adj. is highly skewed (γ1 = 46.29920233) | Skewed |
Net Income (Common) is highly skewed (γ1 = 52.5506499) | Skewed |
Pretax Income (Loss) is highly skewed (γ1 = 35.03868242) | Skewed |
Income Tax (Expense) Benefit, Net is highly skewed (γ1 = 41.41969615) | Skewed |
Income (Loss) from Continuing Operations is highly skewed (γ1 = 60.34053871) | Skewed |
Net Income is highly skewed (γ1 = 50.78312041) | Skewed |
Reproduction
| Analysis started | 2025-03-23 05:25:04.995246 |
|---|---|
| Analysis finished | 2025-03-23 05:26:10.568258 |
| Duration | 1 minute and 5.57 seconds |
| Software version | ydata-profiling vv4.15.1 |
| Download configuration | config.json |
Variables
Ticker
Text
| Distinct | 4394 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
Length
| Max length | 13 |
|---|---|
| Median length | 4 |
| Mean length | 3.6472625 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | A |
|---|---|
| 2nd row | A |
| 3rd row | A |
| 4th row | A |
| 5th row | A |
| Value | Count | Frequency (%) |
| a | 25 | < 0.1% |
| aa | 25 | < 0.1% |
| aal | 25 | < 0.1% |
| aamc | 25 | < 0.1% |
| aan | 25 | < 0.1% |
| lqmt | 25 | < 0.1% |
| lrcx | 25 | < 0.1% |
| lrdc | 25 | < 0.1% |
| abus | 25 | < 0.1% |
| ac | 25 | < 0.1% |
| Other values (4384) | 79750 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 291781 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 291781 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 291781 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 22111 | 7.6% |
| C | 20830 | 7.1% |
| R | 19649 | 6.7% |
| T | 19265 | 6.6% |
| S | 18665 | 6.4% |
| N | 16392 | 5.6% |
| L | 15048 | 5.2% |
| I | 14866 | 5.1% |
| E | 14592 | 5.0% |
| P | 13213 | 4.5% |
| Other values (32) | 117150 |
Report Date
Date
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| Minimum | 2019-01-10 00:00:00 |
|---|---|
| Maximum | 2024-02-29 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Currency
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| USD |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | USD |
|---|---|
| 2nd row | USD |
| 3rd row | USD |
| 4th row | USD |
| 5th row | USD |
Common Values
| Value | Count | Frequency (%) |
| USD | 80000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| usd | 80000 |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 240000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 240000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 240000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 80000 | |
| S | 80000 | |
| D | 80000 |
Fiscal Year
Real number (ℝ)
| Distinct | 79978 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2020.9729 |
| Minimum | 1918.0604 |
|---|---|
| Maximum | 2124.1322 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | 1918.0604 |
|---|---|
| 5-th percentile | 1930.0313 |
| Q1 | 1970.4945 |
| median | 2020.885 |
| Q3 | 2071.7299 |
| 95-th percentile | 2111.9427 |
| Maximum | 2124.1322 |
| Range | 206.07178 |
| Interquartile range (IQR) | 101.23536 |
Descriptive statistics
| Standard deviation | 58.369402 |
|---|---|
| Coefficient of variation (CV) | 0.028881832 |
| Kurtosis | -1.1978522 |
| Mean | 2020.9729 |
| Median Absolute Deviation (MAD) | 50.580752 |
| Skewness | 0.00038191545 |
| Sum | 1.6167784 × 108 |
| Variance | 3406.987 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1964.759563 | 2 | < 0.1% |
| 2022.791145 | 2 | < 0.1% |
| 2093.017502 | 2 | < 0.1% |
| 2082.374871 | 2 | < 0.1% |
| 2059.977146 | 2 | < 0.1% |
| 1981.135959 | 2 | < 0.1% |
| 1952.073514 | 2 | < 0.1% |
| 1948.063041 | 2 | < 0.1% |
| 1948.345604 | 2 | < 0.1% |
| 1931.405812 | 2 | < 0.1% |
| Other values (79968) | 79980 |
| Value | Count | Frequency (%) |
| 1918.060378 | 1 | |
| 1918.069846 | 1 | |
| 1918.087215 | 1 | |
| 1918.113246 | 1 | |
| 1918.133544 | 1 | |
| 1918.150178 | 1 | |
| 1918.170088 | 1 | |
| 1918.170379 | 1 | |
| 1918.210091 | 1 | |
| 1918.220202 | 1 |
| Value | Count | Frequency (%) |
| 2124.132153 | 1 | |
| 2124.126801 | 1 | |
| 2124.11536 | 1 | |
| 2124.111386 | 1 | |
| 2124.10504 | 1 | |
| 2124.08847 | 1 | |
| 2124.055415 | 1 | |
| 2124.049607 | 1 | |
| 2124.028356 | 1 | |
| 2124.016445 | 1 |
Fiscal Period
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| FY |
|---|
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | FY |
|---|---|
| 2nd row | FY |
| 3rd row | FY |
| 4th row | FY |
| 5th row | FY |
Common Values
| Value | Count | Frequency (%) |
| FY | 80000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fy | 80000 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 160000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 160000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 160000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 80000 | |
| Y | 80000 |
Publish Date
Date
| Distinct | 1217 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| Minimum | 2007-02-04 00:00:00 |
|---|---|
| Maximum | 2024-12-11 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Restated Date
Date
| Distinct | 1040 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 625.1 KiB |
| Minimum | 2007-02-04 00:00:00 |
|---|---|
| Maximum | 2025-12-02 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Shares (Basic)
Real number (ℝ)
High correlation Skewed
| Distinct | 79319 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 681 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2720377 × 108 |
| Minimum | 0.95505491 |
|---|---|
| Maximum | 7.09913 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | 0.95505491 |
|---|---|
| 5-th percentile | 1693045.6 |
| Q1 | 19296837 |
| median | 49881515 |
| Q3 | 1.3194201 × 108 |
| 95-th percentile | 6.1954184 × 108 |
| Maximum | 7.09913 × 1011 |
| Range | 7.09913 × 1011 |
| Interquartile range (IQR) | 1.1264518 × 108 |
Descriptive statistics
| Standard deviation | 6.9717017 × 109 |
|---|---|
| Coefficient of variation (CV) | 21.306911 |
| Kurtosis | 6682.7941 |
| Mean | 3.2720377 × 108 |
| Median Absolute Deviation (MAD) | 39770100 |
| Skewness | 75.374059 |
| Sum | 2.5953476 × 1013 |
| Variance | 4.8604624 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 667380599.3 | 1 | < 0.1% |
| 71417744.81 | 1 | < 0.1% |
| 61696069.69 | 1 | < 0.1% |
| 51992482.95 | 1 | < 0.1% |
| 50720845.16 | 1 | < 0.1% |
| 52712371.94 | 1 | < 0.1% |
| 50604437.65 | 1 | < 0.1% |
| 18144.81669 | 1 | < 0.1% |
| 14561918.01 | 1 | < 0.1% |
| 11451930.06 | 1 | < 0.1% |
| Other values (79309) | 79309 | |
| (Missing) | 681 | 0.9% |
| Value | Count | Frequency (%) |
| 0.955054915 | 1 | |
| 0.955239671 | 1 | |
| 0.962386277 | 1 | |
| 0.983338133 | 1 | |
| 1.010177348 | 1 | |
| 1.020273556 | 1 | |
| 1.021588296 | 1 | |
| 1.044449934 | 1 | |
| 2.851856867 | 1 | |
| 2.875178352 | 1 |
| Value | Count | Frequency (%) |
| 7.09913 × 1011 | 1 | |
| 7.06787 × 1011 | 1 | |
| 7.04681 × 1011 | 1 | |
| 6.71961 × 1011 | 1 | |
| 6.52084 × 1011 | 1 | |
| 3.54177 × 1011 | 1 | |
| 3.50564 × 1011 | 1 | |
| 3.46287 × 1011 | 1 | |
| 3.38914 × 1011 | 1 | |
| 3.34166 × 1011 | 1 |
Shares (Diluted)
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 78690 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 1309 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1857804 × 1011 |
| Minimum | 0.95681254 |
|---|---|
| Maximum | 8.33304 × 1014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | 0.95681254 |
|---|---|
| 5-th percentile | 1825481 |
| Q1 | 20015139 |
| median | 51381491 |
| Q3 | 1.363625 × 108 |
| 95-th percentile | 6.5066503 × 108 |
| Maximum | 8.33304 × 1014 |
| Range | 8.33304 × 1014 |
| Interquartile range (IQR) | 1.1634736 × 108 |
Descriptive statistics
| Standard deviation | 9.4918234 × 1012 |
|---|---|
| Coefficient of variation (CV) | 80.047062 |
| Kurtosis | 6617.5021 |
| Mean | 1.1857804 × 1011 |
| Median Absolute Deviation (MAD) | 40931760 |
| Skewness | 81.247539 |
| Sum | 9.3310243 × 1015 |
| Variance | 9.0094712 × 1025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 102329683.8 | 2 | < 0.1% |
| 52530115.16 | 1 | < 0.1% |
| 13898362.27 | 1 | < 0.1% |
| 12172989.05 | 1 | < 0.1% |
| 8689400.48 | 1 | < 0.1% |
| 6695759.659 | 1 | < 0.1% |
| 1088.847146 | 1 | < 0.1% |
| 1034525.728 | 1 | < 0.1% |
| 1104397.226 | 1 | < 0.1% |
| 1106501.036 | 1 | < 0.1% |
| Other values (78680) | 78680 | |
| (Missing) | 1309 | 1.6% |
| Value | Count | Frequency (%) |
| 0.956812538 | 1 | |
| 0.96090177 | 1 | |
| 0.97169622 | 1 | |
| 0.981557437 | 1 | |
| 0.982298792 | 1 | |
| 0.998142567 | 1 | |
| 0.999202023 | 1 | |
| 1.015110267 | 1 | |
| 1.018228129 | 1 | |
| 1.032137802 | 1 |
| Value | Count | Frequency (%) |
| 8.33304 × 1014 | 1 | |
| 8.20581 × 1014 | 1 | |
| 8.12069 × 1014 | 1 | |
| 7.96324 × 1014 | 1 | |
| 7.8056 × 1014 | 1 | |
| 7.72592 × 1014 | 1 | |
| 7.47047 × 1014 | 1 | |
| 7.3794 × 1014 | 1 | |
| 7.3223 × 1014 | 1 | |
| 7.3153 × 1014 | 1 |
Revenue
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 71670 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 8251 |
| Missing (%) | 10.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.9993273 × 109 |
| Minimum | -1.95176 × 1011 |
|---|---|
| Maximum | 1.28136 × 1013 |
| Zeros | 78 |
| Zeros (%) | 0.1% |
| Negative | 102 |
| Negative (%) | 0.1% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.95176 × 1011 |
|---|---|
| 5-th percentile | 2135606.7 |
| Q1 | 1.080633 × 108 |
| median | 6.5279325 × 108 |
| Q3 | 2.9413382 × 109 |
| 95-th percentile | 2.0662553 × 1010 |
| Maximum | 1.28136 × 1013 |
| Range | 1.3008776 × 1013 |
| Interquartile range (IQR) | 2.8332749 × 109 |
Descriptive statistics
| Standard deviation | 1.0612183 × 1011 |
|---|---|
| Coefficient of variation (CV) | 15.161719 |
| Kurtosis | 11704.467 |
| Mean | 6.9993273 × 109 |
| Median Absolute Deviation (MAD) | 6.3672211 × 108 |
| Skewness | 100.66313 |
| Sum | 5.0219474 × 1014 |
| Variance | 1.1261843 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 78 | 0.1% |
| 1.21858 × 1011 | 2 | < 0.1% |
| 1.58222 × 1011 | 2 | < 0.1% |
| 48949405.05 | 1 | < 0.1% |
| 139924.3991 | 1 | < 0.1% |
| 35121.8164 | 1 | < 0.1% |
| 144856.3895 | 1 | < 0.1% |
| 347807.3489 | 1 | < 0.1% |
| 1701242.934 | 1 | < 0.1% |
| 1.477970525 × 1010 | 1 | < 0.1% |
| Other values (71660) | 71660 | |
| (Missing) | 8251 | 10.3% |
| Value | Count | Frequency (%) |
| -1.95176 × 1011 | 1 | |
| -1.95071 × 1011 | 1 | |
| -1.88471 × 1011 | 1 | |
| -1.81376 × 1011 | 1 | |
| -1.67221 × 1011 | 1 | |
| -1.63192 × 1011 | 1 | |
| -1.58599 × 1011 | 1 | |
| -1.56301 × 1011 | 1 | |
| -1.42709 × 1011 | 1 | |
| -1.42216 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 1.28136 × 1013 | 1 | |
| 1.27947 × 1013 | 1 | |
| 1.27366 × 1013 | 1 | |
| 1.26464 × 1013 | 1 | |
| 3.7056 × 1012 | 1 | |
| 3.54266 × 1012 | 1 | |
| 3.42427 × 1012 | 1 | |
| 3.41249 × 1012 | 1 | |
| 3.37186 × 1012 | 1 | |
| 3.19356 × 1012 | 1 |
Cost of Revenue
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 62734 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 17252 |
| Missing (%) | 21.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -4.8106864 × 109 |
| Minimum | -7.91742 × 1012 |
|---|---|
| Maximum | 3.1344781 × 109 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 62658 |
| Negative (%) | 78.3% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -7.91742 × 1012 |
|---|---|
| 5-th percentile | -1.4948599 × 1010 |
| Q1 | -1.8860279 × 109 |
| median | -3.8792319 × 108 |
| Q3 | -60933755 |
| 95-th percentile | -2684940.4 |
| Maximum | 3.1344781 × 109 |
| Range | 7.9205545 × 1012 |
| Interquartile range (IQR) | 1.8250942 × 109 |
Descriptive statistics
| Standard deviation | 6.5011185 × 1010 |
|---|---|
| Coefficient of variation (CV) | -13.51391 |
| Kurtosis | 12328.241 |
| Mean | -4.8106864 × 109 |
| Median Absolute Deviation (MAD) | 3.7796281 × 108 |
| Skewness | -104.98993 |
| Sum | -3.0186095 × 1014 |
| Variance | 4.2264541 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| -1.0951 × 1011 | 2 | < 0.1% |
| -178182738.7 | 1 | < 0.1% |
| -51761589.38 | 1 | < 0.1% |
| -31737770.68 | 1 | < 0.1% |
| -31901972.21 | 1 | < 0.1% |
| -15701682.31 | 1 | < 0.1% |
| -9469.800589 | 1 | < 0.1% |
| -585963935.9 | 1 | < 0.1% |
| -511824228.3 | 1 | < 0.1% |
| Other values (62724) | 62724 | |
| (Missing) | 17252 | 21.6% |
| Value | Count | Frequency (%) |
| -7.91742 × 1012 | 1 | |
| -7.82252 × 1012 | 1 | |
| -7.69138 × 1012 | 1 | |
| -7.19125 × 1012 | 1 | |
| -8.61188 × 1011 | 1 | |
| -8.58461 × 1011 | 1 | |
| -8.48312 × 1011 | 1 | |
| -8.35486 × 1011 | 1 | |
| -8.35432 × 1011 | 1 | |
| -8.21381 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 3134478067 | 1 | |
| 3072040597 | 1 | |
| 3008553329 | 1 | |
| 2967249241 | 1 | |
| 2931889522 | 1 | |
| 435694629.5 | 1 | |
| 425018388.2 | 1 | |
| 417109011 | 1 | |
| 414804696.9 | 1 | |
| 409874303.6 | 1 |
Gross Profit
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 62740 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 17237 |
| Missing (%) | 21.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0585736 × 109 |
| Minimum | -5.8739749 × 109 |
|---|---|
| Maximum | 5.53863 × 1012 |
| Zeros | 24 |
| Zeros (%) | < 0.1% |
| Negative | 2094 |
| Negative (%) | 2.6% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -5.8739749 × 109 |
|---|---|
| 5-th percentile | 504062.25 |
| Q1 | 64455785 |
| median | 3.2440655 × 108 |
| Q3 | 1.2581991 × 109 |
| 95-th percentile | 8.2038518 × 109 |
| Maximum | 5.53863 × 1012 |
| Range | 5.544504 × 1012 |
| Interquartile range (IQR) | 1.1937433 × 109 |
Descriptive statistics
| Standard deviation | 5.390281 × 1010 |
|---|---|
| Coefficient of variation (CV) | 17.623512 |
| Kurtosis | 6769.113 |
| Mean | 3.0585736 × 109 |
| Median Absolute Deviation (MAD) | 3.1146909 × 108 |
| Skewness | 76.605505 |
| Sum | 1.9196526 × 1014 |
| Variance | 2.9055129 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 24 | < 0.1% |
| -460953.4565 | 1 | < 0.1% |
| -1803666.307 | 1 | < 0.1% |
| -3318989.626 | 1 | < 0.1% |
| -2814791.405 | 1 | < 0.1% |
| 89519076.9 | 1 | < 0.1% |
| 85161727.65 | 1 | < 0.1% |
| 71455020.99 | 1 | < 0.1% |
| -6699.692863 | 1 | < 0.1% |
| -7497969.614 | 1 | < 0.1% |
| Other values (62730) | 62730 | |
| (Missing) | 17237 | 21.5% |
| Value | Count | Frequency (%) |
| -5873974919 | 1 | |
| -5619851935 | 1 | |
| -5574362684 | 1 | |
| -5538320111 | 1 | |
| -5522488024 | 1 | |
| -5373108830 | 1 | |
| -5358279596 | 1 | |
| -5335321676 | 1 | |
| -5285869388 | 1 | |
| -5223437288 | 1 |
| Value | Count | Frequency (%) |
| 5.53863 × 1012 | 1 | |
| 5.3653 × 1012 | 1 | |
| 5.25989 × 1012 | 1 | |
| 5.13403 × 1012 | 1 | |
| 2.8452 × 1012 | 1 | |
| 2.67613 × 1012 | 1 | |
| 2.67092 × 1012 | 1 | |
| 2.66687 × 1012 | 1 | |
| 2.4512 × 1012 | 1 | |
| 2.39032 × 1012 | 1 |
Operating Expenses
Real number (ℝ)
High correlation Skewed
| Distinct | 79810 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 190 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.899751 × 109 |
| Minimum | -4.78356 × 1012 |
|---|---|
| Maximum | 9.695547 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 79564 |
| Negative (%) | 99.5% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -4.78356 × 1012 |
|---|---|
| 5-th percentile | -4.7205736 × 109 |
| Q1 | -6.9659051 × 108 |
| median | -1.9716258 × 108 |
| Q3 | -50586536 |
| 95-th percentile | -4701062 |
| Maximum | 9.695547 × 108 |
| Range | 4.7845296 × 1012 |
| Interquartile range (IQR) | 6.4600397 × 108 |
Descriptive statistics
| Standard deviation | 4.3251713 × 1010 |
|---|---|
| Coefficient of variation (CV) | -22.767043 |
| Kurtosis | 7772.2328 |
| Mean | -1.899751 × 109 |
| Median Absolute Deviation (MAD) | 1.7699934 × 108 |
| Skewness | -83.18411 |
| Sum | -1.5161913 × 1014 |
| Variance | 1.8707107 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -522282444.5 | 1 | < 0.1% |
| -375119962.3 | 1 | < 0.1% |
| -344540355.7 | 1 | < 0.1% |
| -308296846.4 | 1 | < 0.1% |
| -107441060.6 | 1 | < 0.1% |
| -108682810.9 | 1 | < 0.1% |
| -106135089.3 | 1 | < 0.1% |
| -159854921.1 | 1 | < 0.1% |
| -282085902.7 | 1 | < 0.1% |
| -253866232.6 | 1 | < 0.1% |
| Other values (79800) | 79800 | |
| (Missing) | 190 | 0.2% |
| Value | Count | Frequency (%) |
| -4.78356 × 1012 | 1 | |
| -4.62939 × 1012 | 1 | |
| -4.56524 × 1012 | 1 | |
| -4.49846 × 1012 | 1 | |
| -2.79945 × 1012 | 1 | |
| -2.72285 × 1012 | 1 | |
| -2.62823 × 1012 | 1 | |
| -2.62521 × 1012 | 1 | |
| -2.34134 × 1012 | 1 | |
| -2.32906 × 1012 | 1 |
| Value | Count | Frequency (%) |
| 969554697.1 | 1 | |
| 947788600.5 | 1 | |
| 921575187 | 1 | |
| 904377106 | 1 | |
| 901938432.8 | 1 | |
| 170696296.2 | 1 | |
| 165321502.4 | 1 | |
| 165299124.2 | 1 | |
| 161674610.1 | 1 | |
| 159098717 | 1 |
Selling, General & Administrative
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 75652 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4348 |
| Missing (%) | 5.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.6735499 × 108 |
| Minimum | -2.3465 × 1012 |
|---|---|
| Maximum | 38644336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 75485 |
| Negative (%) | 94.4% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -2.3465 × 1012 |
|---|---|
| 5-th percentile | -2.8402725 × 109 |
| Q1 | -3.996519 × 108 |
| median | -1.0028245 × 108 |
| Q3 | -22692995 |
| 95-th percentile | -3299280 |
| Maximum | 38644336 |
| Range | 2.3465386 × 1012 |
| Interquartile range (IQR) | 3.7695891 × 108 |
Descriptive statistics
| Standard deviation | 1.6833751 × 1010 |
|---|---|
| Coefficient of variation (CV) | -19.408144 |
| Kurtosis | 17569.138 |
| Mean | -8.6735499 × 108 |
| Median Absolute Deviation (MAD) | 91150097 |
| Skewness | -130.12017 |
| Sum | -6.5617139 × 1013 |
| Variance | 2.8337516 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -3254099824 | 1 | < 0.1% |
| -2886181104 | 1 | < 0.1% |
| -2663651782 | 1 | < 0.1% |
| -2474109697 | 1 | < 0.1% |
| -2284016523 | 1 | < 0.1% |
| -49120494.43 | 1 | < 0.1% |
| -5852973439 | 1 | < 0.1% |
| -118643224.7 | 1 | < 0.1% |
| -29314826.85 | 1 | < 0.1% |
| -28417040.12 | 1 | < 0.1% |
| Other values (75642) | 75642 | |
| (Missing) | 4348 | 5.4% |
| Value | Count | Frequency (%) |
| -2.3465 × 1012 | 1 | |
| -2.31842 × 1012 | 1 | |
| -2.21708 × 1012 | 1 | |
| -2.20242 × 1012 | 1 | |
| -1.36547 × 1011 | 1 | |
| -1.3379 × 1011 | 1 | |
| -1.31893 × 1011 | 1 | |
| -1.30599 × 1011 | 1 | |
| -1.29963 × 1011 | 1 | |
| -1.28688 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 38644335.94 | 1 | |
| 38132799.61 | 1 | |
| 37124168.65 | 1 | |
| 36389318.49 | 1 | |
| 36358365.26 | 1 | |
| 34886429.92 | 1 | |
| 34554797.73 | 1 | |
| 34391454.96 | 1 | |
| 34262882.81 | 1 | |
| 33039318.34 | 1 |
Research & Development
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 37443 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 42557 |
| Missing (%) | 53.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.2682069 × 108 |
| Minimum | -3.85554 × 1012 |
|---|---|
| Maximum | 1.2976855 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 37338 |
| Negative (%) | 46.7% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -3.85554 × 1012 |
|---|---|
| 5-th percentile | -1.106396 × 109 |
| Q1 | -1.2685259 × 108 |
| median | -43398795 |
| Q3 | -11862720 |
| 95-th percentile | -1147399.7 |
| Maximum | 1.2976855 × 108 |
| Range | 3.8556698 × 1012 |
| Interquartile range (IQR) | 1.1498987 × 108 |
Descriptive statistics
| Standard deviation | 4.3403365 × 1010 |
|---|---|
| Coefficient of variation (CV) | -52.49429 |
| Kurtosis | 7486.5079 |
| Mean | -8.2682069 × 108 |
| Median Absolute Deviation (MAD) | 37900386 |
| Skewness | -86.433777 |
| Sum | -3.0958647 × 1013 |
| Variance | 1.8838521 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -686171.6558 | 1 | < 0.1% |
| -4151442.46 | 1 | < 0.1% |
| -3287071.347 | 1 | < 0.1% |
| -3731996.352 | 1 | < 0.1% |
| -5602733.974 | 1 | < 0.1% |
| -7394444.538 | 1 | < 0.1% |
| -99805942.05 | 1 | < 0.1% |
| -93212202.19 | 1 | < 0.1% |
| -169321662.7 | 1 | < 0.1% |
| -2127710.028 | 1 | < 0.1% |
| Other values (37433) | 37433 | |
| (Missing) | 42557 |
| Value | Count | Frequency (%) |
| -3.85554 × 1012 | 1 | |
| -3.82902 × 1012 | 1 | |
| -3.7843 × 1012 | 1 | |
| -3.74601 × 1012 | 1 | |
| -3.54524 × 1012 | 1 | |
| -4.522747576 × 1010 | 1 | |
| -4.461190501 × 1010 | 1 | |
| -4.434270995 × 1010 | 1 | |
| -4.360490567 × 1010 | 1 | |
| -4.326005042 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 129768551.1 | 1 | |
| 128310725.5 | 1 | |
| 127513041.2 | 1 | |
| 127033744.9 | 1 | |
| 120842440.1 | 1 | |
| 120211930.2 | 1 | |
| 117001371.8 | 1 | |
| 115798099.7 | 1 | |
| 87555341.78 | 1 | |
| 85509232.23 | 1 |
Depreciation & Amortization
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 32337 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 47663 |
| Missing (%) | 59.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.1690657 × 109 |
| Minimum | -3.52151 × 1012 |
|---|---|
| Maximum | 3073519.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 32321 |
| Negative (%) | 40.4% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -3.52151 × 1012 |
|---|---|
| 5-th percentile | -1.5712544 × 109 |
| Q1 | -2.2669654 × 108 |
| median | -52575604 |
| Q3 | -10669243 |
| 95-th percentile | -507017.17 |
| Maximum | 3073519.1 |
| Range | 3.5215131 × 1012 |
| Interquartile range (IQR) | 2.160273 × 108 |
Descriptive statistics
| Standard deviation | 4.2918652 × 1010 |
|---|---|
| Coefficient of variation (CV) | -36.711925 |
| Kurtosis | 5224.3036 |
| Mean | -1.1690657 × 109 |
| Median Absolute Deviation (MAD) | 50515485 |
| Skewness | -69.262915 |
| Sum | -3.7804077 × 1013 |
| Variance | 1.8420107 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -135914314.8 | 1 | < 0.1% |
| -50029395.93 | 1 | < 0.1% |
| -45362165.31 | 1 | < 0.1% |
| -93543032.23 | 1 | < 0.1% |
| -70788474.67 | 1 | < 0.1% |
| -68931588.36 | 1 | < 0.1% |
| -57820942.59 | 1 | < 0.1% |
| -53576211.08 | 1 | < 0.1% |
| -62932634.32 | 1 | < 0.1% |
| -11491846.38 | 1 | < 0.1% |
| Other values (32327) | 32327 | |
| (Missing) | 47663 |
| Value | Count | Frequency (%) |
| -3.52151 × 1012 | 1 | |
| -3.45609 × 1012 | 1 | |
| -3.37586 × 1012 | 1 | |
| -3.34043 × 1012 | 1 | |
| -1.56223 × 1012 | 1 | |
| -1.53644 × 1012 | 1 | |
| -1.49079 × 1012 | 1 | |
| -1.48562 × 1012 | 1 | |
| -8.60396 × 1011 | 1 | |
| -8.58517 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 3073519.071 | 1 | |
| 2926879.238 | 1 | |
| 2909927.712 | 1 | |
| 2879105.548 | 1 | |
| 899509.1058 | 1 | |
| 887759.1222 | 1 | |
| 882234.6583 | 1 | |
| 863395.7481 | 1 | |
| 5143.580896 | 1 | |
| 5002.275832 | 1 |
Operating Income (Loss)
Real number (ℝ)
High correlation Skewed
| Distinct | 79978 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 22 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2378113 × 108 |
| Minimum | -2.05918 × 1012 |
|---|---|
| Maximum | 3.13855 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 34381 |
| Negative (%) | 43.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -2.05918 × 1012 |
|---|---|
| 5-th percentile | -1.8487313 × 108 |
| Q1 | -23356647 |
| median | 14456173 |
| Q3 | 2.4838574 × 108 |
| 95-th percentile | 2.6208133 × 109 |
| Maximum | 3.13855 × 1012 |
| Range | 5.19773 × 1012 |
| Interquartile range (IQR) | 2.7174239 × 108 |
Descriptive statistics
| Standard deviation | 2.6348047 × 1010 |
|---|---|
| Coefficient of variation (CV) | 42.239249 |
| Kurtosis | 10750.544 |
| Mean | 6.2378113 × 108 |
| Median Absolute Deviation (MAD) | 81731026 |
| Skewness | 55.583797 |
| Sum | 4.9888767 × 1013 |
| Variance | 6.9421957 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -384072722.4 | 1 | < 0.1% |
| -349113562 | 1 | < 0.1% |
| -318204142.1 | 1 | < 0.1% |
| 1236865.53 | 1 | < 0.1% |
| 8831837.189 | 1 | < 0.1% |
| 8553130.752 | 1 | < 0.1% |
| -30406183.04 | 1 | < 0.1% |
| -157164227.7 | 1 | < 0.1% |
| 1358949177 | 1 | < 0.1% |
| 38894212.48 | 1 | < 0.1% |
| Other values (79968) | 79968 | |
| (Missing) | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| -2.05918 × 1012 | 1 | |
| -2.04616 × 1012 | 1 | |
| -2.02911 × 1012 | 1 | |
| -1.90456 × 1012 | 1 | |
| -2.77353 × 1011 | 1 | |
| -2.70957 × 1011 | 1 | |
| -2.62853 × 1011 | 1 | |
| -2.602 × 1011 | 1 | |
| -2.47359 × 1011 | 1 | |
| -2.43237 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 3.13855 × 1012 | 1 | |
| 3.1119 × 1012 | 1 | |
| 3.01862 × 1012 | 1 | |
| 2.94426 × 1012 | 1 | |
| 1.64704 × 1011 | 1 | |
| 1.62576 × 1011 | 1 | |
| 1.59256 × 1011 | 1 | |
| 1.56666 × 1011 | 1 | |
| 1.25128 × 1011 | 1 | |
| 1.20105 × 1011 | 1 |
Non-Operating Income (Loss)
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 78805 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 1166 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2332387 × 108 |
| Minimum | -1.03713 × 1012 |
|---|---|
| Maximum | 4.35703 × 1011 |
| Zeros | 30 |
| Zeros (%) | < 0.1% |
| Negative | 54075 |
| Negative (%) | 67.6% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.03713 × 1012 |
|---|---|
| 5-th percentile | -4.0188417 × 108 |
| Q1 | -46686345 |
| median | -3971888.1 |
| Q3 | 264057.17 |
| 95-th percentile | 23908382 |
| Maximum | 4.35703 × 1011 |
| Range | 1.472833 × 1012 |
| Interquartile range (IQR) | 46950402 |
Descriptive statistics
| Standard deviation | 8.9465808 × 109 |
|---|---|
| Coefficient of variation (CV) | -72.545409 |
| Kurtosis | 8679.5394 |
| Mean | -1.2332387 × 108 |
| Median Absolute Deviation (MAD) | 9788174.9 |
| Skewness | -71.582312 |
| Sum | -9.7221142 × 1012 |
| Variance | 8.0041309 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 30 | < 0.1% |
| 15085895.96 | 1 | < 0.1% |
| 36670667.24 | 1 | < 0.1% |
| 20198415.74 | 1 | < 0.1% |
| -10954617.76 | 1 | < 0.1% |
| -5754498.221 | 1 | < 0.1% |
| 14903926.45 | 1 | < 0.1% |
| 6638165.771 | 1 | < 0.1% |
| 14490103.25 | 1 | < 0.1% |
| -96212963.65 | 1 | < 0.1% |
| Other values (78795) | 78795 | |
| (Missing) | 1166 | 1.5% |
| Value | Count | Frequency (%) |
| -1.03713 × 1012 | 1 | |
| -1.02246 × 1012 | 1 | |
| -9.92681 × 1011 | 1 | |
| -9.69174 × 1011 | 1 | |
| -3.87012 × 1011 | 1 | |
| -3.84893 × 1011 | 1 | |
| -3.63473 × 1011 | 1 | |
| -3.51468 × 1011 | 1 | |
| -3.28855 × 1011 | 1 | |
| -3.22005 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 4.35703 × 1011 | 1 | |
| 4.31529 × 1011 | 1 | |
| 4.2187 × 1011 | 1 | |
| 4.12173 × 1011 | 1 | |
| 2.81252 × 1011 | 1 | |
| 2.77864 × 1011 | 1 | |
| 2.75529 × 1011 | 1 | |
| 2.67278 × 1011 | 1 | |
| 9.873424186 × 1010 | 1 | |
| 9.803628026 × 1010 | 1 |
Interest Expense, Net
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 69980 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 10005 |
| Missing (%) | 12.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.9736759 × 108 |
| Minimum | -1.44104 × 1012 |
|---|---|
| Maximum | 2.03218 × 1011 |
| Zeros | 16 |
| Zeros (%) | < 0.1% |
| Negative | 55710 |
| Negative (%) | 69.6% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.44104 × 1012 |
|---|---|
| 5-th percentile | -4.7171541 × 108 |
| Q1 | -66652525 |
| median | -9224226.9 |
| Q3 | -156019.73 |
| 95-th percentile | 5106092 |
| Maximum | 2.03218 × 1011 |
| Range | 1.644258 × 1012 |
| Interquartile range (IQR) | 66496505 |
Descriptive statistics
| Standard deviation | 1.1255375 × 1010 |
|---|---|
| Coefficient of variation (CV) | -57.027473 |
| Kurtosis | 13451.061 |
| Mean | -1.9736759 × 108 |
| Median Absolute Deviation (MAD) | 10925778 |
| Skewness | -110.68861 |
| Sum | -1.3814744 × 1013 |
| Variance | 1.2668346 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 16 | < 0.1% |
| -311318011.4 | 1 | < 0.1% |
| -303145663.4 | 1 | < 0.1% |
| -295223811.3 | 1 | < 0.1% |
| -76615168.64 | 1 | < 0.1% |
| -658637732 | 1 | < 0.1% |
| -691173665.9 | 1 | < 0.1% |
| -6441935.942 | 1 | < 0.1% |
| -305866465.1 | 1 | < 0.1% |
| -6000509.917 | 1 | < 0.1% |
| Other values (69970) | 69970 | |
| (Missing) | 10005 | 12.5% |
| Value | Count | Frequency (%) |
| -1.44104 × 1012 | 1 | |
| -1.40447 × 1012 | 1 | |
| -1.38816 × 1012 | 1 | |
| -1.31864 × 1012 | 1 | |
| -4.69814 × 1011 | 1 | |
| -4.57095 × 1011 | 1 | |
| -4.52354 × 1011 | 1 | |
| -4.35121 × 1011 | 1 | |
| -7.404349504 × 1010 | 1 | |
| -7.179989546 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.03218 × 1011 | 1 | |
| 1.98021 × 1011 | 1 | |
| 1.96227 × 1011 | 1 | |
| 1.95529 × 1011 | 1 | |
| 1.81838 × 1011 | 1 | |
| 1.80937 × 1011 | 1 | |
| 1.80584 × 1011 | 1 | |
| 1.78888 × 1011 | 1 | |
| 2405456425 | 1 | |
| 2382400329 | 1 |
Pretax Income (Loss), Adj.
Real number (ℝ)
High correlation Skewed
| Distinct | 79975 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 22 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.1959374 × 108 |
| Minimum | -1.65082 × 1012 |
|---|---|
| Maximum | 2.79058 × 1012 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 37026 |
| Negative (%) | 46.3% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.65082 × 1012 |
|---|---|
| 5-th percentile | -2.2414412 × 108 |
| Q1 | -32226590 |
| median | 4491974.1 |
| Q3 | 1.9263312 × 108 |
| 95-th percentile | 2.3343047 × 109 |
| Maximum | 2.79058 × 1012 |
| Range | 4.4414 × 1012 |
| Interquartile range (IQR) | 2.2485971 × 108 |
Descriptive statistics
| Standard deviation | 2.4505697 × 1010 |
|---|---|
| Coefficient of variation (CV) | 47.163187 |
| Kurtosis | 8655.8428 |
| Mean | 5.1959374 × 108 |
| Median Absolute Deviation (MAD) | 74145684 |
| Skewness | 46.299202 |
| Sum | 4.1556068 × 1013 |
| Variance | 6.0052918 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| -376762566.5 | 1 | < 0.1% |
| -289481629.6 | 1 | < 0.1% |
| -33633256.7 | 1 | < 0.1% |
| 2962771.566 | 1 | < 0.1% |
| -17032548.38 | 1 | < 0.1% |
| -70684076.08 | 1 | < 0.1% |
| -265001551.8 | 1 | < 0.1% |
| -233794695.3 | 1 | < 0.1% |
| -23093209.91 | 1 | < 0.1% |
| Other values (79965) | 79965 | |
| (Missing) | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| -1.65082 × 1012 | 1 | |
| -1.58596 × 1012 | 1 | |
| -1.55513 × 1012 | 1 | |
| -1.51471 × 1012 | 1 | |
| -1.34419 × 1012 | 1 | |
| -1.3107 × 1012 | 1 | |
| -1.2849 × 1012 | 1 | |
| -1.24218 × 1012 | 1 | |
| -2.40739 × 1011 | 1 | |
| -2.37829 × 1011 | 1 |
| Value | Count | Frequency (%) |
| 2.79058 × 1012 | 1 | |
| 2.74006 × 1012 | 1 | |
| 2.64974 × 1012 | 1 | |
| 2.62224 × 1012 | 1 | |
| 2.7053 × 1011 | 1 | |
| 2.62046 × 1011 | 1 | |
| 2.58155 × 1011 | 1 | |
| 2.55617 × 1011 | 1 | |
| 2.16181 × 1011 | 1 | |
| 2.14529 × 1011 | 1 |
Net Income (Common)
Real number (ℝ)
High correlation Skewed
| Distinct | 79849 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9335449 × 108 |
| Minimum | -1.4533 × 1012 |
|---|---|
| Maximum | 2.25892 × 1012 |
| Zeros | 152 |
| Zeros (%) | 0.2% |
| Negative | 39229 |
| Negative (%) | 49.0% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.4533 × 1012 |
|---|---|
| 5-th percentile | -3.3307316 × 108 |
| Q1 | -44112490 |
| median | 570461.91 |
| Q3 | 1.3484035 × 108 |
| 95-th percentile | 1.797879 × 109 |
| Maximum | 2.25892 × 1012 |
| Range | 3.71222 × 1012 |
| Interquartile range (IQR) | 1.7895284 × 108 |
Descriptive statistics
| Standard deviation | 1.8999212 × 1010 |
|---|---|
| Coefficient of variation (CV) | 48.300485 |
| Kurtosis | 10047.489 |
| Mean | 3.9335449 × 108 |
| Median Absolute Deviation (MAD) | 71504943 |
| Skewness | 52.55065 |
| Sum | 3.1468359 × 1013 |
| Variance | 3.6097007 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 152 | 0.2% |
| -316085318.1 | 1 | < 0.1% |
| -394953224.4 | 1 | < 0.1% |
| -60352044.09 | 1 | < 0.1% |
| -31430201.82 | 1 | < 0.1% |
| -66407846.69 | 1 | < 0.1% |
| -50940407.19 | 1 | < 0.1% |
| -241316556.4 | 1 | < 0.1% |
| -229134492.3 | 1 | < 0.1% |
| 933737955.1 | 1 | < 0.1% |
| Other values (79839) | 79839 |
| Value | Count | Frequency (%) |
| -1.4533 × 1012 | 1 | |
| -1.44042 × 1012 | 1 | |
| -1.40704 × 1012 | 1 | |
| -1.34341 × 1012 | 1 | |
| -5.62434 × 1011 | 1 | |
| -5.50072 × 1011 | 1 | |
| -5.49397 × 1011 | 1 | |
| -5.44181 × 1011 | 1 | |
| -5.543984194 × 1010 | 1 | |
| -5.419922903 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.25892 × 1012 | 1 | |
| 2.17218 × 1012 | 1 | |
| 2.13183 × 1012 | 1 | |
| 2.10221 × 1012 | 1 | |
| 1.08984 × 1011 | 1 | |
| 1.08818 × 1011 | 1 | |
| 1.06334 × 1011 | 1 | |
| 1.06041 × 1011 | 1 | |
| 1.01746 × 1011 | 1 | |
| 1.01728 × 1011 | 1 |
Pretax Income (Loss)
Real number (ℝ)
High correlation Skewed
| Distinct | 79979 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 18 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2418117 × 108 |
| Minimum | -1.6175 × 1012 |
|---|---|
| Maximum | 2.84219 × 1012 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Negative | 38622 |
| Negative (%) | 48.3% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.6175 × 1012 |
|---|---|
| 5-th percentile | -3.3062016 × 108 |
| Q1 | -43608502 |
| median | 1616831.4 |
| Q3 | 1.7160212 × 108 |
| 95-th percentile | 2.2128972 × 109 |
| Maximum | 2.84219 × 1012 |
| Range | 4.45969 × 1012 |
| Interquartile range (IQR) | 2.1521062 × 108 |
Descriptive statistics
| Standard deviation | 2.643003 × 1010 |
|---|---|
| Coefficient of variation (CV) | 62.308353 |
| Kurtosis | 7142.5636 |
| Mean | 4.2418117 × 108 |
| Median Absolute Deviation (MAD) | 78559985 |
| Skewness | 35.038682 |
| Sum | 3.3926859 × 1013 |
| Variance | 6.985465 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| -343293222.8 | 1 | < 0.1% |
| -315188051.1 | 1 | < 0.1% |
| -33846143.87 | 1 | < 0.1% |
| -3607817.23 | 1 | < 0.1% |
| -21016280.81 | 1 | < 0.1% |
| -77191436.9 | 1 | < 0.1% |
| -246055016.5 | 1 | < 0.1% |
| -229721196.2 | 1 | < 0.1% |
| -342823067.6 | 1 | < 0.1% |
| Other values (79969) | 79969 | |
| (Missing) | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| -1.6175 × 1012 | 1 | |
| -1.5425 × 1012 | 1 | |
| -1.53597 × 1012 | 1 | |
| -1.51666 × 1012 | 1 | |
| -1.28679 × 1012 | 1 | |
| -1.27692 × 1012 | 1 | |
| -1.26392 × 1012 | 1 | |
| -1.25596 × 1012 | 1 | |
| -1.25388 × 1012 | 1 | |
| -1.25102 × 1012 | 1 |
| Value | Count | Frequency (%) |
| 2.84219 × 1012 | 1 | |
| 2.80589 × 1012 | 1 | |
| 2.79963 × 1012 | 1 | |
| 2.58666 × 1012 | 1 | |
| 2.67038 × 1011 | 1 | |
| 2.66608 × 1011 | 1 | |
| 2.59591 × 1011 | 1 | |
| 2.59012 × 1011 | 1 | |
| 1.91114 × 1011 | 1 | |
| 1.84722 × 1011 | 1 |
Income Tax (Expense) Benefit, Net
Real number (ℝ)
High correlation Missing Skewed
| Distinct | 64086 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 15834 |
| Missing (%) | 19.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.224606 × 108 |
| Minimum | -5.10153 × 1011 |
|---|---|
| Maximum | 7.71572 × 1011 |
| Zeros | 81 |
| Zeros (%) | 0.1% |
| Negative | 49502 |
| Negative (%) | 61.9% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -5.10153 × 1011 |
|---|---|
| 5-th percentile | -5.3643492 × 108 |
| Q1 | -50558677 |
| median | -4132217.4 |
| Q3 | -13449.674 |
| 95-th percentile | 35290158 |
| Maximum | 7.71572 × 1011 |
| Range | 1.281725 × 1012 |
| Interquartile range (IQR) | 50545227 |
Descriptive statistics
| Standard deviation | 7.5012357 × 109 |
|---|---|
| Coefficient of variation (CV) | -61.254277 |
| Kurtosis | 7443.4236 |
| Mean | -1.224606 × 108 |
| Median Absolute Deviation (MAD) | 9590356.2 |
| Skewness | 41.419696 |
| Sum | -7.857807 × 1012 |
| Variance | 5.6268537 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 81 | 0.1% |
| -45910601.59 | 1 | < 0.1% |
| -51664306.46 | 1 | < 0.1% |
| -145174541.7 | 1 | < 0.1% |
| -171538683.2 | 1 | < 0.1% |
| -27851551.78 | 1 | < 0.1% |
| -20361493.04 | 1 | < 0.1% |
| -19332329.21 | 1 | < 0.1% |
| 8938252.109 | 1 | < 0.1% |
| 5647392.211 | 1 | < 0.1% |
| Other values (64076) | 64076 | |
| (Missing) | 15834 | 19.8% |
| Value | Count | Frequency (%) |
| -5.10153 × 1011 | 1 | |
| -5.09099 × 1011 | 1 | |
| -5.05389 × 1011 | 1 | |
| -5.04484 × 1011 | 1 | |
| -2.10702 × 1011 | 1 | |
| -2.07919 × 1011 | 1 | |
| -1.99824 × 1011 | 1 | |
| -1.9204 × 1011 | 1 | |
| -7.441628207 × 1010 | 1 | |
| -7.116831665 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 7.71572 × 1011 | 1 | |
| 7.5599 × 1011 | 1 | |
| 7.3475 × 1011 | 1 | |
| 7.16742 × 1011 | 1 | |
| 1.82867 × 1011 | 1 | |
| 1.75821 × 1011 | 1 | |
| 1.74285 × 1011 | 1 | |
| 1.71735 × 1011 | 1 | |
| 8899774207 | 1 | |
| 8653201119 | 1 |
Income (Loss) from Continuing Operations
Real number (ℝ)
High correlation Skewed
| Distinct | 79996 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0352205 × 108 |
| Minimum | -1.35241 × 1012 |
|---|---|
| Maximum | 2.28181 × 1012 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 39070 |
| Negative (%) | 48.8% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.35241 × 1012 |
|---|---|
| 5-th percentile | -3.2736955 × 108 |
| Q1 | -43434314 |
| median | 1035094.4 |
| Q3 | 1.4057907 × 108 |
| 95-th percentile | 1.8341641 × 109 |
| Maximum | 2.28181 × 1012 |
| Range | 3.63422 × 1012 |
| Interquartile range (IQR) | 1.8401339 × 108 |
Descriptive statistics
| Standard deviation | 1.8936834 × 1010 |
|---|---|
| Coefficient of variation (CV) | 46.92887 |
| Kurtosis | 10540.517 |
| Mean | 4.0352205 × 108 |
| Median Absolute Deviation (MAD) | 72062879 |
| Skewness | 60.340539 |
| Sum | 3.2281764 × 1013 |
| Variance | 3.5860368 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| -331278476.6 | 1 | < 0.1% |
| -310957824.5 | 1 | < 0.1% |
| -32447097.77 | 1 | < 0.1% |
| -5835671.663 | 1 | < 0.1% |
| -54720048.1 | 1 | < 0.1% |
| -55714607.14 | 1 | < 0.1% |
| -259713672.2 | 1 | < 0.1% |
| -222364655.3 | 1 | < 0.1% |
| -29820980.19 | 1 | < 0.1% |
| Other values (79986) | 79986 |
| Value | Count | Frequency (%) |
| -1.35241 × 1012 | 1 | |
| -1.34621 × 1012 | 1 | |
| -1.3405 × 1012 | 1 | |
| -1.33413 × 1012 | 1 | |
| -5.27579 × 1011 | 1 | |
| -5.24804 × 1011 | 1 | |
| -5.18735 × 1011 | 1 | |
| -5.17115 × 1011 | 1 | |
| -5.427673538 × 1010 | 1 | |
| -5.375762507 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.28181 × 1012 | 1 | |
| 2.27004 × 1012 | 1 | |
| 2.13707 × 1012 | 1 | |
| 2.13204 × 1012 | 1 | |
| 1.11701 × 1011 | 1 | |
| 1.09288 × 1011 | 1 | |
| 1.09046 × 1011 | 1 | |
| 1.07135 × 1011 | 1 | |
| 1.04363 × 1011 | 1 | |
| 1.03259 × 1011 | 1 |
Net Income
Real number (ℝ)
High correlation Skewed
| Distinct | 79871 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9642709 × 108 |
| Minimum | -1.46545 × 1012 |
|---|---|
| Maximum | 2.20966 × 1012 |
| Zeros | 130 |
| Zeros (%) | 0.2% |
| Negative | 38949 |
| Negative (%) | 48.7% |
| Memory size | 625.1 KiB |
Quantile statistics
| Minimum | -1.46545 × 1012 |
|---|---|
| 5-th percentile | -3.2647607 × 108 |
| Q1 | -43027542 |
| median | 961837.11 |
| Q3 | 1.3702309 × 108 |
| 95-th percentile | 1.8077949 × 109 |
| Maximum | 2.20966 × 1012 |
| Range | 3.67511 × 1012 |
| Interquartile range (IQR) | 1.8005063 × 108 |
Descriptive statistics
| Standard deviation | 1.9047175 × 1010 |
|---|---|
| Coefficient of variation (CV) | 48.047108 |
| Kurtosis | 9953.5425 |
| Mean | 3.9642709 × 108 |
| Median Absolute Deviation (MAD) | 71316773 |
| Skewness | 50.78312 |
| Sum | 3.1714167 × 1013 |
| Variance | 3.6279489 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 130 | 0.2% |
| -342593872.4 | 1 | < 0.1% |
| -402479639.3 | 1 | < 0.1% |
| -32908137.4 | 1 | < 0.1% |
| -5451705.218 | 1 | < 0.1% |
| -55235775.55 | 1 | < 0.1% |
| -52104281.26 | 1 | < 0.1% |
| -243988448.9 | 1 | < 0.1% |
| -218668195.7 | 1 | < 0.1% |
| 925492142.1 | 1 | < 0.1% |
| Other values (79861) | 79861 |
| Value | Count | Frequency (%) |
| -1.46545 × 1012 | 1 | |
| -1.46187 × 1012 | 1 | |
| -1.41755 × 1012 | 1 | |
| -1.38209 × 1012 | 1 | |
| -5.57714 × 1011 | 1 | |
| -5.56444 × 1011 | 1 | |
| -5.44048 × 1011 | 1 | |
| -5.35819 × 1011 | 1 | |
| -5.548356114 × 1010 | 1 | |
| -5.483540547 × 1010 | 1 |
| Value | Count | Frequency (%) |
| 2.20966 × 1012 | 1 | |
| 2.20896 × 1012 | 1 | |
| 2.13558 × 1012 | 1 | |
| 2.09305 × 1012 | 1 | |
| 1.15826 × 1011 | 1 | |
| 1.13136 × 1011 | 1 | |
| 1.09278 × 1011 | 1 | |
| 1.0666 × 1011 | 1 | |
| 1.039 × 1011 | 1 | |
| 1.03388 × 1011 | 1 |
Interactions
Correlations
| Cost of Revenue | Depreciation & Amortization | Fiscal Year | Gross Profit | Income (Loss) from Continuing Operations | Income Tax (Expense) Benefit, Net | Interest Expense, Net | Net Income | Net Income (Common) | Non-Operating Income (Loss) | Operating Expenses | Operating Income (Loss) | Pretax Income (Loss) | Pretax Income (Loss), Adj. | Research & Development | Revenue | Selling, General & Administrative | Shares (Basic) | Shares (Diluted) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cost of Revenue | 1.000 | 0.683 | 0.001 | -0.842 | -0.526 | 0.570 | 0.644 | -0.522 | -0.519 | 0.468 | 0.796 | -0.685 | -0.540 | -0.613 | 0.651 | -0.963 | 0.808 | -0.549 | -0.541 |
| Depreciation & Amortization | 0.683 | 1.000 | 0.004 | -0.802 | -0.401 | 0.352 | 0.800 | -0.396 | -0.390 | 0.666 | 0.811 | -0.613 | -0.405 | -0.474 | 0.544 | -0.768 | 0.598 | -0.639 | -0.635 |
| Fiscal Year | 0.001 | 0.004 | 1.000 | -0.005 | -0.002 | -0.003 | 0.007 | -0.003 | -0.003 | 0.004 | 0.003 | -0.004 | -0.002 | -0.003 | -0.010 | -0.001 | 0.001 | -0.001 | -0.001 |
| Gross Profit | -0.842 | -0.802 | -0.005 | 1.000 | 0.599 | -0.609 | -0.672 | 0.593 | 0.589 | -0.478 | -0.930 | 0.764 | 0.608 | 0.686 | -0.764 | 0.941 | -0.876 | 0.656 | 0.649 |
| Income (Loss) from Continuing Operations | -0.526 | -0.401 | -0.002 | 0.599 | 1.000 | -0.663 | -0.352 | 0.981 | 0.978 | -0.210 | -0.360 | 0.848 | 0.987 | 0.908 | 0.051 | 0.567 | -0.352 | 0.287 | 0.289 |
| Income Tax (Expense) Benefit, Net | 0.570 | 0.352 | -0.003 | -0.609 | -0.663 | 1.000 | 0.340 | -0.654 | -0.653 | 0.191 | 0.497 | -0.668 | -0.717 | -0.695 | 0.368 | -0.602 | 0.505 | -0.357 | -0.355 |
| Interest Expense, Net | 0.644 | 0.800 | 0.007 | -0.672 | -0.352 | 0.340 | 1.000 | -0.350 | -0.344 | 0.839 | 0.647 | -0.576 | -0.358 | -0.435 | 0.236 | -0.689 | 0.578 | -0.488 | -0.485 |
| Net Income | -0.522 | -0.396 | -0.003 | 0.593 | 0.981 | -0.654 | -0.350 | 1.000 | 0.997 | -0.208 | -0.359 | 0.835 | 0.969 | 0.892 | 0.045 | 0.563 | -0.353 | 0.286 | 0.288 |
| Net Income (Common) | -0.519 | -0.390 | -0.003 | 0.589 | 0.978 | -0.653 | -0.344 | 0.997 | 1.000 | -0.204 | -0.356 | 0.831 | 0.966 | 0.889 | 0.044 | 0.560 | -0.350 | 0.283 | 0.285 |
| Non-Operating Income (Loss) | 0.468 | 0.666 | 0.004 | -0.478 | -0.210 | 0.191 | 0.839 | -0.208 | -0.204 | 1.000 | 0.464 | -0.428 | -0.213 | -0.273 | 0.073 | -0.505 | 0.411 | -0.328 | -0.326 |
| Operating Expenses | 0.796 | 0.811 | 0.003 | -0.930 | -0.360 | 0.497 | 0.647 | -0.359 | -0.356 | 0.464 | 1.000 | -0.515 | -0.369 | -0.434 | 0.860 | -0.881 | 0.931 | -0.660 | -0.654 |
| Operating Income (Loss) | -0.685 | -0.613 | -0.004 | 0.764 | 0.848 | -0.668 | -0.576 | 0.835 | 0.831 | -0.428 | -0.515 | 1.000 | 0.855 | 0.943 | -0.001 | 0.735 | -0.495 | 0.399 | 0.400 |
| Pretax Income (Loss) | -0.540 | -0.405 | -0.002 | 0.608 | 0.987 | -0.717 | -0.358 | 0.969 | 0.966 | -0.213 | -0.369 | 0.855 | 1.000 | 0.918 | 0.048 | 0.579 | -0.362 | 0.292 | 0.294 |
| Pretax Income (Loss), Adj. | -0.613 | -0.474 | -0.003 | 0.686 | 0.908 | -0.695 | -0.435 | 0.892 | 0.889 | -0.273 | -0.434 | 0.943 | 0.918 | 1.000 | 0.022 | 0.659 | -0.429 | 0.340 | 0.341 |
| Research & Development | 0.651 | 0.544 | -0.010 | -0.764 | 0.051 | 0.368 | 0.236 | 0.045 | 0.044 | 0.073 | 0.860 | -0.001 | 0.048 | 0.022 | 1.000 | -0.639 | 0.754 | -0.606 | -0.600 |
| Revenue | -0.963 | -0.768 | -0.001 | 0.941 | 0.567 | -0.602 | -0.689 | 0.563 | 0.560 | -0.505 | -0.881 | 0.735 | 0.579 | 0.659 | -0.639 | 1.000 | -0.871 | 0.613 | 0.606 |
| Selling, General & Administrative | 0.808 | 0.598 | 0.001 | -0.876 | -0.352 | 0.505 | 0.578 | -0.353 | -0.350 | 0.411 | 0.931 | -0.495 | -0.362 | -0.429 | 0.754 | -0.871 | 1.000 | -0.589 | -0.582 |
| Shares (Basic) | -0.549 | -0.639 | -0.001 | 0.656 | 0.287 | -0.357 | -0.488 | 0.286 | 0.283 | -0.328 | -0.660 | 0.399 | 0.292 | 0.340 | -0.606 | 0.613 | -0.589 | 1.000 | 0.987 |
| Shares (Diluted) | -0.541 | -0.635 | -0.001 | 0.649 | 0.289 | -0.355 | -0.485 | 0.288 | 0.285 | -0.326 | -0.654 | 0.400 | 0.294 | 0.341 | -0.600 | 0.606 | -0.582 | 0.987 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Ticker | Report Date | Currency | Fiscal Year | Fiscal Period | Publish Date | Restated Date | Shares (Basic) | Shares (Diluted) | Revenue | Cost of Revenue | Gross Profit | Operating Expenses | Selling, General & Administrative | Research & Development | Depreciation & Amortization | Operating Income (Loss) | Non-Operating Income (Loss) | Interest Expense, Net | Pretax Income (Loss), Adj. | Net Income (Common) | Pretax Income (Loss) | Income Tax (Expense) Benefit, Net | Income (Loss) from Continuing Operations | Net Income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | A | 31-10-2019 | USD | 1931.154471 | FY | 19-12-2019 | 17-12-2021 | 3.207423e+08 | 3.088419e+08 | 5.096765e+09 | -2.244715e+09 | 2.895128e+09 | -1.811634e+09 | -1.418599e+09 | -3.862866e+08 | NaN | 9.739130e+08 | -2.154045e+07 | -3.960925e+07 | 8.757926e+08 | 1.087814e+09 | 9.014980e+08 | 1.536230e+08 | 1.020157e+09 | 1.028148e+09 |
| 1 | A | 31-10-2020 | USD | 2087.780254 | FY | 18-12-2020 | 21-12-2022 | 3.049236e+08 | 3.245600e+08 | 5.267673e+09 | -2.436504e+09 | 2.844908e+09 | -2.015411e+09 | -1.479589e+09 | -5.014586e+08 | NaN | 8.599826e+08 | -3.843031e+06 | -6.942833e+07 | 8.821196e+08 | 7.250344e+08 | 8.622497e+08 | -1.191471e+08 | 7.016688e+08 | 7.474341e+08 |
| 2 | A | 31-10-2021 | USD | 1923.825389 | FY | 17-12-2021 | 20-12-2023 | 3.027458e+08 | 2.918267e+08 | 6.487998e+09 | -2.923344e+09 | 3.410192e+09 | -2.096944e+09 | -1.582244e+09 | -4.232309e+08 | NaN | 1.360027e+09 | 1.350341e+07 | -7.820687e+07 | 1.369544e+09 | 1.229461e+09 | 1.382063e+09 | -1.501262e+08 | 1.189369e+09 | 1.269765e+09 |
| 3 | A | 31-10-2022 | USD | 1997.047437 | FY | 21-12-2022 | 20-12-2024 | 3.029202e+08 | 2.932278e+08 | 6.812952e+09 | -3.217637e+09 | 3.823632e+09 | -2.097907e+09 | -1.560966e+09 | -4.765853e+08 | NaN | 1.629868e+09 | -1.180359e+08 | -7.680476e+07 | 1.511038e+09 | 1.264476e+09 | 1.452603e+09 | -2.597913e+08 | 1.295889e+09 | 1.220533e+09 |
| 4 | A | 31-10-2023 | USD | 1970.941824 | FY | 20-12-2023 | 20-12-2024 | 2.958585e+08 | 2.961714e+08 | 6.657088e+09 | -3.348499e+09 | 3.518646e+09 | -2.199863e+09 | -1.694759e+09 | -4.635090e+08 | NaN | 1.343784e+09 | -1.123648e+07 | -4.595449e+07 | 1.362767e+09 | 1.279250e+09 | 1.298291e+09 | -9.724238e+07 | 1.284174e+09 | 1.259117e+09 |
| 5 | A21 | 31-12-2019 | USD | 1999.882746 | FY | 09-03-2020 | 19-04-2022 | 1.797466e+09 | 2.203125e+09 | 2.890160e+08 | -2.835967e+08 | -9.203109e+04 | -1.793123e+09 | -6.874372e+08 | -1.166327e+09 | NaN | -1.795198e+09 | -1.333093e+08 | -4.129798e+06 | -1.925404e+09 | -3.125548e+09 | -2.300256e+09 | NaN | -2.503980e+09 | -2.282183e+09 |
| 6 | A21 | 31-12-2020 | USD | 2044.035873 | FY | 10-03-2021 | 21-04-2023 | 1.928285e+09 | 2.168048e+09 | 8.987454e+09 | -7.799553e+09 | 1.589027e+09 | -2.244015e+09 | -1.073444e+09 | -1.069229e+09 | NaN | -6.950046e+08 | 2.112385e+08 | -6.731000e+07 | -4.683352e+08 | -8.132340e+08 | -1.947471e+08 | 2.312788e+07 | -1.621938e+08 | -1.546508e+08 |
| 7 | AA | 31-12-2019 | USD | 1956.924332 | FY | 21-02-2020 | 24-02-2022 | 1.847653e+08 | 1.866307e+08 | 1.004741e+10 | -8.401986e+09 | 1.830419e+09 | -1.063548e+09 | -2.804661e+08 | -2.665164e+07 | -747687444.2 | 8.792464e+08 | -2.935889e+08 | -1.207804e+08 | 5.721879e+08 | -1.129683e+09 | -4.323668e+08 | -4.163873e+08 | -8.883773e+08 | -1.091499e+09 |
| 8 | AA | 31-12-2020 | USD | 2114.319686 | FY | 25-02-2021 | 23-02-2023 | 1.884250e+08 | 1.867222e+08 | 9.553923e+09 | -7.794403e+09 | 1.295292e+09 | -8.960932e+08 | -2.091478e+08 | -2.588079e+07 | -620714062.8 | 4.494068e+08 | -1.592903e+08 | -1.393550e+08 | 2.782330e+08 | -1.754997e+08 | 1.707362e+08 | -1.886984e+08 | -1.454257e+07 | -1.672056e+08 |
| 9 | AA | 31-12-2021 | USD | 1934.391801 | FY | 24-02-2022 | 21-02-2024 | 1.911971e+08 | 1.803529e+08 | 1.166212e+10 | -9.214990e+09 | 2.852204e+09 | -9.485185e+08 | -2.174047e+08 | -3.027764e+07 | -689661941.3 | 2.055207e+09 | 2.410947e+08 | -1.980224e+08 | 2.360968e+09 | 4.249504e+08 | 1.225503e+09 | -6.379112e+08 | 5.602838e+08 | 4.217055e+08 |
| Ticker | Report Date | Currency | Fiscal Year | Fiscal Period | Publish Date | Restated Date | Shares (Basic) | Shares (Diluted) | Revenue | Cost of Revenue | Gross Profit | Operating Expenses | Selling, General & Administrative | Research & Development | Depreciation & Amortization | Operating Income (Loss) | Non-Operating Income (Loss) | Interest Expense, Net | Pretax Income (Loss), Adj. | Net Income (Common) | Pretax Income (Loss) | Income Tax (Expense) Benefit, Net | Income (Loss) from Continuing Operations | Net Income | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 79990 | LUCD | 31-12-2020 | USD | 1985.491614 | FY | 06-04-2021 | 06-04-2022 | 1.475639e+07 | NaN | NaN | NaN | NaN | -8.279380e+06 | -2.973746e+06 | -5.600886e+06 | NaN | -7.992092e+06 | NaN | NaN | -8.522698e+06 | -8.660866e+06 | -8.020206e+06 | NaN | -8.428849e+06 | -8.141793e+06 |
| 79991 | LUCY | 31-12-2021 | USD | 1988.044493 | FY | 24-03-2022 | 24-03-2023 | 2.910889e+05 | 3.377852e+05 | 6.618872e+05 | -5.496798e+05 | 1.515134e+05 | -3.338971e+06 | -3.076618e+06 | -8.452255e+04 | NaN | -3.324571e+06 | -4.063439e+04 | -4.002386e+04 | -3.370365e+06 | -3.141103e+06 | -3.160704e+06 | NaN | -3.249974e+06 | -3.304942e+06 |
| 79992 | LULU | 31-01-2020 | USD | 2016.388310 | FY | 26-03-2020 | 29-03-2022 | 1.316247e+08 | 1.274446e+08 | 4.018019e+09 | -1.834073e+09 | 2.179859e+09 | -1.295356e+09 | -1.270508e+09 | NaN | -3.029323e+04 | 9.242305e+08 | 8.313021e+06 | NaN | 9.233540e+08 | 6.700594e+08 | 9.162643e+08 | -243953950.8 | 6.230378e+08 | 6.636658e+08 |
| 79993 | LULU | 31-01-2021 | USD | 2000.474902 | FY | 30-03-2021 | 28-03-2023 | 1.319337e+08 | 1.315683e+08 | 4.554460e+09 | -1.956187e+09 | 2.459571e+09 | -1.585765e+09 | -1.643419e+09 | NaN | -4.973777e+06 | 8.572348e+08 | -6.221950e+05 | NaN | 8.754344e+08 | 5.718959e+08 | 8.284127e+08 | -226356606.6 | 6.182141e+08 | 5.661632e+08 |
| 79994 | LULU | 31-01-2022 | USD | 2019.964511 | FY | 29-03-2022 | 21-03-2024 | 1.259277e+08 | 1.290363e+08 | 6.476815e+09 | -2.612823e+09 | 3.595698e+09 | -2.273213e+09 | -2.181378e+09 | NaN | -8.431944e+06 | 1.380237e+09 | 4.947828e+05 | NaN | 1.347482e+09 | 9.537310e+08 | 1.398383e+09 | -341337279.0 | 9.409159e+08 | 9.670766e+08 |
| 79995 | LULU | 31-01-2023 | USD | 2060.073629 | FY | 28-03-2023 | 21-03-2024 | 1.253191e+08 | 1.267640e+08 | 7.747207e+09 | -3.660570e+09 | 4.473080e+09 | -2.808869e+09 | -2.658702e+09 | NaN | -8.962733e+06 | 1.803293e+09 | 4.108312e+06 | NaN | 1.671045e+09 | 8.620482e+08 | 1.340395e+09 | -485054715.9 | 8.538824e+08 | 8.549633e+08 |
| 79996 | LULU | 31-01-2024 | USD | 2075.484182 | FY | 21-03-2024 | 21-03-2024 | 1.299788e+08 | 1.272724e+08 | 9.183537e+09 | -3.934970e+09 | 5.571569e+09 | -3.232646e+09 | -3.518835e+09 | NaN | -4.952309e+06 | 2.261688e+09 | 4.370649e+07 | NaN | 2.263999e+09 | 1.482153e+09 | 2.174615e+09 | -615277215.9 | 1.588061e+09 | 1.575942e+09 |
| 79997 | LUMN | 31-12-2019 | USD | 2018.087043 | FY | 28-02-2020 | 24-02-2022 | 1.118279e+09 | 1.026024e+09 | 2.064411e+10 | -8.880439e+09 | 1.180038e+10 | -8.723203e+09 | -3.542382e+09 | NaN | -5.059373e+09 | 3.649999e+09 | -1.941150e+09 | -2.073103e+09 | 1.779046e+09 | -5.426273e+09 | -4.774960e+09 | -520830168.4 | -5.217810e+09 | -5.212864e+09 |
| 79998 | LUMN | 31-12-2020 | USD | 2019.335490 | FY | 25-02-2021 | 23-02-2023 | 1.078558e+09 | 1.082850e+09 | 2.123628e+10 | -9.114310e+09 | 1.151866e+10 | -8.097674e+09 | -3.310146e+09 | NaN | -4.612149e+09 | 3.727934e+09 | -1.819487e+09 | -1.652119e+09 | 1.807334e+09 | -1.292425e+09 | -7.681166e+08 | -449269514.2 | -1.193273e+09 | -1.278844e+09 |
| 79999 | LUMN | 31-12-2021 | USD | 1923.935533 | FY | 24-02-2022 | 22-02-2024 | 1.099067e+09 | 1.113571e+09 | 2.031176e+10 | -8.397640e+09 | 1.119670e+10 | -6.881624e+09 | -2.979383e+09 | NaN | -4.177787e+09 | 4.475944e+09 | -1.659343e+09 | -1.448826e+09 | 2.787815e+09 | 2.106021e+09 | 2.571730e+09 | -700514891.1 | 2.126533e+09 | 2.115489e+09 |